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!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

Identification code deleted. 

As used by Kilpatrick, D. &amp; Cameron-Jones, M. (1998). Numeric prediction
using instance-based learning with encoding length selection. In Progress
in Connectionist-Based Information Systems. Singapore: Springer-Verlag.

!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!

NAME:  LOW BIRTH WEIGHT DATA
KEYWORDS:  Logistic Regression
SIZE:  189 observations, 11 variables

NOTE:
        These data come from Appendix 1 of Hosmer and Lemeshow (1989).
These data are copyrighted and must be acknowledged and used accordingly.

DESCRIPTIVE ABSTRACT:
        The goal of this study was to identify risk factors associated with
giving birth to a low birth weight baby (weighing less than 2500 grams).
Data were collected on 189 women, 59 of which had low birth weight babies
and 130 of which had normal birth weight babies.  Four variables which were
thought to be of importance were age, weight of the subject at her last
menstrual period, race, and the number of physician visits during the first
trimester of pregnancy.


SOURCE:
         Data were collected at Baystate Medical Center, Springfield,
Massachusetts, during 1986.


NOTE:
          This data set consists of the complete data.  A paired data set
created from this low birth weight data may be found in plowbwt.dat and
a 3 to 1 matched data set created from the low birth weight data may be
found in mlowbwt.dat.


Table:  Code Sheet for the Variables in the Low Birth Weight Data Set.

Columns   Variable                                              Abbreviation
-----------------------------------------------------------------------------
2-4     Identification Code                                     ID
   
10      Low Birth Weight (0 = Birth Weight ge 2500g,            LOW
                          l = Birth Weight &lt; 2500g)
  
17-18   Age of the Mother in Years                              AGE
     
23-25   Weight in Pounds at the Last Menstrual Period           LWT
     
32      Race (1 = White, 2 = Black, 3 = Other)                  RACE
     
40      Smoking Status During Pregnancy (1 = Yes, 0 = No)       SMOKE
     
48      History of Premature Labor (0 = None, 1 = One, etc.)    PTL
     
55      History of Hypertension (1 = Yes, 0 = No)               HT
     
61      Presence of Uterine Irritability (1 = Yes, 0 = No)      UI
     
67      Number of Physician Visits During the First Trimester   FTV
                (0 = None, 1 = One, 2 = Two, etc.)
     
73-76   Birth Weight in Grams                                   BWT
-----------------------------------------------------------------------------

PEDAGOGICAL NOTES:
        These data have been used as an example of fitting a multiple
logistic regression model.

STORY BEHIND THE DATA:
        Low birth weight is an outcome that has been of concern to physicians
for years. This is due to the fact that infant mortality rates and birth
defect rates are very high for low birth weight babies. A woman&apos;s behavior
during pregnancy (including diet, smoking habits, and receiving prenatal care)
can greatly alter the chances of carrying the baby to term and, consequently,
of delivering a baby of normal birth weight.
        The variables identified in the code sheet given in the table have been
shown to be associated with low birth weight in the obstetrical literature. The
goal of the current study was to ascertain if these variables were important
in the population being served by the medical center where the data were
collected.


References:

1. Hosmer and Lemeshow, Applied Logistic Regression, Wiley, (1989).
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            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
   </hdf5:Group>
   <hdf5:Group Name="data_descr" OBJ-XID="xid_13848" H5Path="/data_descr" Parents="xid_96" H5ParentPaths="/" >
      <hdf5:Dataset Name="names" OBJ-XID="xid_14552" H5Path= "/data_descr/names" Parents="xid_13848" H5ParentPaths="/data_descr">
         <hdf5:StorageLayout>
            <hdf5:ContiguousLayout/>
         </hdf5:StorageLayout>
         <hdf5:FillValueInfo FillTime="FillOnAlloc" AllocationTime="Late">
            <hdf5:FillValue>
               <hdf5:Data>
                  <!-- String fill values not yet implemented. -->
                  <hdf5:NoData />
               </hdf5:Data>
            </hdf5:FillValue>
         </hdf5:FillValueInfo>
         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="10" MaxDimSize="10"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:StringType Cset="H5T_CSET_ASCII" StrSize="H5T_VARIABLE" StrPad="H5T_STR_NULLTERM"/>
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            "LOW"
            "AGE"
            "LWT"
            "RACE"
            "SMOKE"
            "PTL"
            "HT"
            "UI"
            "FTV"
            "class"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="ordering" OBJ-XID="xid_15152" H5Path= "/data_descr/ordering" Parents="xid_13848" H5ParentPaths="/data_descr">
         <hdf5:StorageLayout>
            <hdf5:ContiguousLayout/>
         </hdf5:StorageLayout>
         <hdf5:FillValueInfo FillTime="FillOnAlloc" AllocationTime="Late">
            <hdf5:FillValue>
               <hdf5:Data>
                  <!-- String fill values not yet implemented. -->
                  <hdf5:NoData />
               </hdf5:Data>
            </hdf5:FillValue>
         </hdf5:FillValueInfo>
         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="1" MaxDimSize="1"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:StringType Cset="H5T_CSET_ASCII" StrSize="H5T_VARIABLE" StrPad="H5T_STR_NULLTERM"/>
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            "int0"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
      <hdf5:Dataset Name="types" OBJ-XID="xid_15424" H5Path= "/data_descr/types" Parents="xid_13848" H5ParentPaths="/data_descr">
         <hdf5:StorageLayout>
            <hdf5:ContiguousLayout/>
         </hdf5:StorageLayout>
         <hdf5:FillValueInfo FillTime="FillOnAlloc" AllocationTime="Late">
            <hdf5:FillValue>
               <hdf5:Data>
                  <!-- String fill values not yet implemented. -->
                  <hdf5:NoData />
               </hdf5:Data>
            </hdf5:FillValue>
         </hdf5:FillValueInfo>
         <hdf5:Dataspace>
            <hdf5:SimpleDataspace Ndims="1">
               <hdf5:Dimension  DimSize="10" MaxDimSize="10"/>
            </hdf5:SimpleDataspace>
         </hdf5:Dataspace>
         <hdf5:DataType>
            <hdf5:AtomicType>
               <hdf5:StringType Cset="H5T_CSET_ASCII" StrSize="H5T_VARIABLE" StrPad="H5T_STR_NULLTERM"/>
            </hdf5:AtomicType>
         </hdf5:DataType>
         <hdf5:Data>
            <hdf5:DataFromFile>
            "nominal:0,1"
            "numeric"
            "numeric"
            "nominal:2,3,1"
            "nominal:0,1"
            "nominal:0,1,2,3"
            "nominal:0,1"
            "nominal:1,0"
            "nominal:0,3,1,2,4,6"
            "numeric"
            </hdf5:DataFromFile>
         </hdf5:Data>
      </hdf5:Dataset>
   </hdf5:Group>
</hdf5:RootGroup>
</hdf5:HDF5-File>